{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ATT&CK Techniques to Security Events\n",
    "\n",
    "-----------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* **Author**: Jose Luis Rodriguez - [@Cyb3rPandaH](https://twitter.com/Cyb3rPandaH)\n",
    "* **Organization**: [Open Threat Research (OTR)](https://github.com/OTRF)\n",
    "* **References**: \n",
    " - [OSSEM - ATT&CK Event Mapping](https://github.com/OTRF/OSSEM-DM/blob/main/use-cases/mitre_attack/techniques_to_events_mapping.yaml)\n",
    " - [Data Sources, Containers, Cloud, and More: What's New in ATT&CK v9?](https://medium.com/mitre-attack/attack-april-2021-release-39accaf23c81)\n",
    " - [Defining ATT&CK Data Sources, Part I: Enhancing the Current State](https://medium.com/mitre-attack/defining-attack-data-sources-part-i-4c39e581454f)\n",
    " - [Defining ATT&CK Data Sources, Part II: Operationalizing the Methodology](https://medium.com/mitre-attack/defining-attack-data-sources-part-ii-1fc98738ba5b)\n",
    " - [ATT&CK - Data Sources Definition](https://github.com/mitre-attack/attack-datasources/tree/main/contribution)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing Python Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing library to manipulate data\n",
    "import pandas as pd\n",
    "\n",
    "# Importing library to manipulate yaml data\n",
    "import yaml\n",
    "import requests\n",
    "\n",
    "# Importing library for visualizations\n",
    "from openhunt import visualizations as vis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing (Sub)Techniques to Security Events Mapping Yaml File"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the **[attackcti](https://attackcti.com/intro.html)** Python library, we were able to collect all the techniques within the Enterprise matrix. After that, we mapped several security events to each data source/component/relationship. Here is the result:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>technique_id</th>\n",
       "      <th>x_mitre_is_subtechnique</th>\n",
       "      <th>technique</th>\n",
       "      <th>tactic</th>\n",
       "      <th>platform</th>\n",
       "      <th>data_source</th>\n",
       "      <th>data_component</th>\n",
       "      <th>name</th>\n",
       "      <th>source</th>\n",
       "      <th>relationship</th>\n",
       "      <th>target</th>\n",
       "      <th>event_id</th>\n",
       "      <th>event_name</th>\n",
       "      <th>event_platform</th>\n",
       "      <th>audit_category</th>\n",
       "      <th>audit_sub_category</th>\n",
       "      <th>log_channel</th>\n",
       "      <th>log_provider</th>\n",
       "      <th>filter_in</th>\n",
       "      <th>filter_in.ObjectType</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>Code Signing Policy Modification</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>windows registry</td>\n",
       "      <td>windows registry key modification</td>\n",
       "      <td>Process modified Windows registry key</td>\n",
       "      <td>process</td>\n",
       "      <td>modified</td>\n",
       "      <td>windows registry key</td>\n",
       "      <td>13</td>\n",
       "      <td>RegistryEvent (Value Set).</td>\n",
       "      <td>Windows</td>\n",
       "      <td>RegistryEvent</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-Sysmon/Operational</td>\n",
       "      <td>Microsoft-Windows-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>Code Signing Policy Modification</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>windows registry</td>\n",
       "      <td>windows registry key modification</td>\n",
       "      <td>Process modified Windows registry key</td>\n",
       "      <td>process</td>\n",
       "      <td>modified</td>\n",
       "      <td>windows registry key</td>\n",
       "      <td>14</td>\n",
       "      <td>RegistryEvent (Key and Value Rename).</td>\n",
       "      <td>Windows</td>\n",
       "      <td>RegistryEvent</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-Sysmon/Operational</td>\n",
       "      <td>Microsoft-Windows-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>Code Signing Policy Modification</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>windows registry</td>\n",
       "      <td>windows registry key modification</td>\n",
       "      <td>Process modified Windows registry key</td>\n",
       "      <td>process</td>\n",
       "      <td>modified</td>\n",
       "      <td>windows registry key</td>\n",
       "      <td>4670</td>\n",
       "      <td>Permissions on an object were changed.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Object Access</td>\n",
       "      <td>Registry</td>\n",
       "      <td>Security</td>\n",
       "      <td>Microsoft-Windows-Security-Auditing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>Code Signing Policy Modification</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>windows registry</td>\n",
       "      <td>windows registry key modification</td>\n",
       "      <td>Process modified Windows registry key</td>\n",
       "      <td>process</td>\n",
       "      <td>modified</td>\n",
       "      <td>windows registry key</td>\n",
       "      <td>RegistryKeyCreated</td>\n",
       "      <td>RegistryKeyCreated</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DeviceRegistryEvents</td>\n",
       "      <td>Microsoft Defender for Endpoint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>Code Signing Policy Modification</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>windows registry</td>\n",
       "      <td>windows registry key modification</td>\n",
       "      <td>Process modified Windows registry key value</td>\n",
       "      <td>process</td>\n",
       "      <td>modified</td>\n",
       "      <td>windows registry key value</td>\n",
       "      <td>13</td>\n",
       "      <td>RegistryEvent (Value Set).</td>\n",
       "      <td>Windows</td>\n",
       "      <td>RegistryEvent</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-Sysmon/Operational</td>\n",
       "      <td>Microsoft-Windows-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  technique_id  x_mitre_is_subtechnique                         technique  \\\n",
       "0    T1553.006                     True  Code Signing Policy Modification   \n",
       "1    T1553.006                     True  Code Signing Policy Modification   \n",
       "2    T1553.006                     True  Code Signing Policy Modification   \n",
       "3    T1553.006                     True  Code Signing Policy Modification   \n",
       "4    T1553.006                     True  Code Signing Policy Modification   \n",
       "\n",
       "              tactic          platform       data_source  \\\n",
       "0  [defense-evasion]  [Windows, macOS]  windows registry   \n",
       "1  [defense-evasion]  [Windows, macOS]  windows registry   \n",
       "2  [defense-evasion]  [Windows, macOS]  windows registry   \n",
       "3  [defense-evasion]  [Windows, macOS]  windows registry   \n",
       "4  [defense-evasion]  [Windows, macOS]  windows registry   \n",
       "\n",
       "                      data_component  \\\n",
       "0  windows registry key modification   \n",
       "1  windows registry key modification   \n",
       "2  windows registry key modification   \n",
       "3  windows registry key modification   \n",
       "4  windows registry key modification   \n",
       "\n",
       "                                          name   source relationship  \\\n",
       "0        Process modified Windows registry key  process     modified   \n",
       "1        Process modified Windows registry key  process     modified   \n",
       "2        Process modified Windows registry key  process     modified   \n",
       "3        Process modified Windows registry key  process     modified   \n",
       "4  Process modified Windows registry key value  process     modified   \n",
       "\n",
       "                       target            event_id  \\\n",
       "0        windows registry key                  13   \n",
       "1        windows registry key                  14   \n",
       "2        windows registry key                4670   \n",
       "3        windows registry key  RegistryKeyCreated   \n",
       "4  windows registry key value                  13   \n",
       "\n",
       "                               event_name event_platform audit_category  \\\n",
       "0              RegistryEvent (Value Set).        Windows  RegistryEvent   \n",
       "1   RegistryEvent (Key and Value Rename).        Windows  RegistryEvent   \n",
       "2  Permissions on an object were changed.        Windows  Object Access   \n",
       "3                      RegistryKeyCreated        Windows           None   \n",
       "4              RegistryEvent (Value Set).        Windows  RegistryEvent   \n",
       "\n",
       "  audit_sub_category                           log_channel  \\\n",
       "0                NaN  Microsoft-Windows-Sysmon/Operational   \n",
       "1                NaN  Microsoft-Windows-Sysmon/Operational   \n",
       "2           Registry                              Security   \n",
       "3                NaN                  DeviceRegistryEvents   \n",
       "4                NaN  Microsoft-Windows-Sysmon/Operational   \n",
       "\n",
       "                          log_provider filter_in filter_in.ObjectType  \n",
       "0             Microsoft-Windows-Sysmon       NaN                  NaN  \n",
       "1             Microsoft-Windows-Sysmon       NaN                  NaN  \n",
       "2  Microsoft-Windows-Security-Auditing       NaN                  NaN  \n",
       "3      Microsoft Defender for Endpoint       NaN                  NaN  \n",
       "4             Microsoft-Windows-Sysmon       NaN                  NaN  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yamlUrl = 'https://raw.githubusercontent.com/OTRF/OSSEM-DM/main/use-cases/mitre_attack/techniques_to_events_mapping.yaml'\n",
    "yamlContent = requests.get(yamlUrl)\n",
    "yamlMapping = yaml.safe_load(yamlContent.text)\n",
    "mapping = pd.json_normalize(yamlMapping)\n",
    "mapping.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Which are the most relevant data sources for Sub-Technqiues within the Enterprise Matrix?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "enterprise_sub = mapping[mapping['x_mitre_is_subtechnique'] == True][['technique_id','data_source','data_component']].drop_duplicates()\n",
    "top15_data_source = enterprise_sub['data_source'].value_counts().nlargest(15).to_frame().reset_index()\n",
    "title = 'Most Relevant Data Sources (Top 15)\\nEnterprise Techniques'\n",
    "vis.barh_chart(top15_data_source,'data_source','index',title, xlabel = 'Count of Sub-Techniques')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Which are the most relevant data components for Sub-Technqiues within the Enterprise Matrix?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "enterprise_sub = mapping[mapping['x_mitre_is_subtechnique'] == True][['technique_id','data_source','data_component']].drop_duplicates()\n",
    "top15_data_source = enterprise_sub['data_component'].value_counts().nlargest(15).to_frame().reset_index()\n",
    "title = 'Most Relevant Data Components (Top 15)\\nEnterprise Techniques'\n",
    "vis.barh_chart(top15_data_source,'data_component','index',title, xlabel = 'Count of Sub-Techniques')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use Case: OS Credential Dumping: LSASS Memory (T1003.001)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What are the recommended data sources?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>data_source</th>\n",
       "      <th>data_component</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4876</th>\n",
       "      <td>process</td>\n",
       "      <td>process creation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4886</th>\n",
       "      <td>process</td>\n",
       "      <td>process access</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4894</th>\n",
       "      <td>command</td>\n",
       "      <td>command execution</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4903</th>\n",
       "      <td>process</td>\n",
       "      <td>os api execution</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     data_source     data_component\n",
       "4876     process   process creation\n",
       "4886     process     process access\n",
       "4894     command  command execution\n",
       "4903     process   os api execution"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mapping[mapping['technique_id']=='T1003.001'][['data_source', 'data_component']].drop_duplicates()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What security events can we use to get more context about this technique?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Network Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vis.attack_network_graph(mapping[(mapping['technique_id']=='T1039')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>technique_id</th>\n",
       "      <th>x_mitre_is_subtechnique</th>\n",
       "      <th>technique</th>\n",
       "      <th>tactic</th>\n",
       "      <th>platform</th>\n",
       "      <th>data_source</th>\n",
       "      <th>data_component</th>\n",
       "      <th>name</th>\n",
       "      <th>source</th>\n",
       "      <th>relationship</th>\n",
       "      <th>target</th>\n",
       "      <th>event_id</th>\n",
       "      <th>event_name</th>\n",
       "      <th>event_platform</th>\n",
       "      <th>audit_category</th>\n",
       "      <th>audit_sub_category</th>\n",
       "      <th>log_channel</th>\n",
       "      <th>log_provider</th>\n",
       "      <th>filter_in</th>\n",
       "      <th>filter_in.ObjectType</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4876</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process creation</td>\n",
       "      <td>Process created Process</td>\n",
       "      <td>process</td>\n",
       "      <td>created</td>\n",
       "      <td>process</td>\n",
       "      <td>4688</td>\n",
       "      <td>A new process has been created.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Detailed Tracking</td>\n",
       "      <td>Process Creation</td>\n",
       "      <td>Security</td>\n",
       "      <td>Microsoft-Windows-Security-Auditing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4877</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process creation</td>\n",
       "      <td>Process created Process</td>\n",
       "      <td>process</td>\n",
       "      <td>created</td>\n",
       "      <td>process</td>\n",
       "      <td>1</td>\n",
       "      <td>Process Creation.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>ProcessCreate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-Sysmon/Operational</td>\n",
       "      <td>Microsoft-Windows-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4878</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process creation</td>\n",
       "      <td>Process created Process</td>\n",
       "      <td>process</td>\n",
       "      <td>created</td>\n",
       "      <td>process</td>\n",
       "      <td>1</td>\n",
       "      <td>Process Creation.</td>\n",
       "      <td>Linux</td>\n",
       "      <td>ProcessCreate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linux-Sysmon/Operational</td>\n",
       "      <td>Linux-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4879</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process creation</td>\n",
       "      <td>Process created Process</td>\n",
       "      <td>process</td>\n",
       "      <td>created</td>\n",
       "      <td>process</td>\n",
       "      <td>ProcessCreated</td>\n",
       "      <td>ProcessCreated</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DeviceProcessEvents</td>\n",
       "      <td>Microsoft Defender for Endpoint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4880</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process creation</td>\n",
       "      <td>Process created Thread</td>\n",
       "      <td>process</td>\n",
       "      <td>created</td>\n",
       "      <td>thread</td>\n",
       "      <td>8</td>\n",
       "      <td>CreateRemoteThread.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>CreateRemoteThread</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-Sysmon/Operational</td>\n",
       "      <td>Microsoft-Windows-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4881</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process creation</td>\n",
       "      <td>Process created Thread</td>\n",
       "      <td>process</td>\n",
       "      <td>created</td>\n",
       "      <td>thread</td>\n",
       "      <td>CreateRemoteThreadApiCall</td>\n",
       "      <td>CreateRemoteThreadApiCall</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DeviceEvents</td>\n",
       "      <td>Microsoft Defender for Endpoint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4882</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process creation</td>\n",
       "      <td>User created Process</td>\n",
       "      <td>user</td>\n",
       "      <td>created</td>\n",
       "      <td>process</td>\n",
       "      <td>4688</td>\n",
       "      <td>A new process has been created.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Detailed Tracking</td>\n",
       "      <td>Process Creation</td>\n",
       "      <td>Security</td>\n",
       "      <td>Microsoft-Windows-Security-Auditing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4883</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process creation</td>\n",
       "      <td>User created Process</td>\n",
       "      <td>user</td>\n",
       "      <td>created</td>\n",
       "      <td>process</td>\n",
       "      <td>1</td>\n",
       "      <td>Process Creation.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>ProcessCreate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-Sysmon/Operational</td>\n",
       "      <td>Microsoft-Windows-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4884</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process creation</td>\n",
       "      <td>User created Process</td>\n",
       "      <td>user</td>\n",
       "      <td>created</td>\n",
       "      <td>process</td>\n",
       "      <td>1</td>\n",
       "      <td>Process Creation.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>ProcessCreate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linux-Sysmon/Operational</td>\n",
       "      <td>Linux-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4885</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process creation</td>\n",
       "      <td>User created Process</td>\n",
       "      <td>user</td>\n",
       "      <td>created</td>\n",
       "      <td>process</td>\n",
       "      <td>ProcessCreated</td>\n",
       "      <td>ProcessCreated</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DeviceProcessEvents</td>\n",
       "      <td>Microsoft Defender for Endpoint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4886</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process access</td>\n",
       "      <td>Process accessed Process</td>\n",
       "      <td>process</td>\n",
       "      <td>accessed</td>\n",
       "      <td>process</td>\n",
       "      <td>10</td>\n",
       "      <td>ProcessAccess.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>ProcessAccess</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-Sysmon/Operational</td>\n",
       "      <td>Microsoft-Windows-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4887</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process access</td>\n",
       "      <td>Process accessed Process</td>\n",
       "      <td>process</td>\n",
       "      <td>accessed</td>\n",
       "      <td>process</td>\n",
       "      <td>4663</td>\n",
       "      <td>An attempt was made to access an object.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Object Access</td>\n",
       "      <td>Kernel Object</td>\n",
       "      <td>Security</td>\n",
       "      <td>Microsoft-Windows-Security-Auditing</td>\n",
       "      <td>[{'ObjectType': 'Process'}]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4888</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process access</td>\n",
       "      <td>Process accessed Process</td>\n",
       "      <td>process</td>\n",
       "      <td>accessed</td>\n",
       "      <td>process</td>\n",
       "      <td>OpenProcessApiCall</td>\n",
       "      <td>OpenProcessApiCall</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DeviceEvents</td>\n",
       "      <td>Microsoft Defender for Endpoint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4889</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process access</td>\n",
       "      <td>Process requested access to Process</td>\n",
       "      <td>process</td>\n",
       "      <td>requested access to</td>\n",
       "      <td>process</td>\n",
       "      <td>4656</td>\n",
       "      <td>A handle to an object was requested.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Object Access</td>\n",
       "      <td>Kernel Object</td>\n",
       "      <td>Security</td>\n",
       "      <td>Microsoft-Windows-Security-Auditing</td>\n",
       "      <td>[{'ObjectType': 'Process'}]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4890</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process access</td>\n",
       "      <td>Process requested access to Process</td>\n",
       "      <td>process</td>\n",
       "      <td>requested access to</td>\n",
       "      <td>process</td>\n",
       "      <td>10</td>\n",
       "      <td>Process Access.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>ProcessAccess</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-Sysmon/Operational</td>\n",
       "      <td>Microsoft-Windows-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4891</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process access</td>\n",
       "      <td>Process requested access to Process</td>\n",
       "      <td>process</td>\n",
       "      <td>requested access to</td>\n",
       "      <td>process</td>\n",
       "      <td>OpenProcessApiCall</td>\n",
       "      <td>OpenProcessApiCall</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DeviceEvents</td>\n",
       "      <td>Microsoft Defender for Endpoint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4892</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process access</td>\n",
       "      <td>User accessed Process</td>\n",
       "      <td>user</td>\n",
       "      <td>accessed</td>\n",
       "      <td>process</td>\n",
       "      <td>4663</td>\n",
       "      <td>An attempt was made to access an object.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Object Access</td>\n",
       "      <td>Kernel Object</td>\n",
       "      <td>Security</td>\n",
       "      <td>Microsoft-Windows-Security-Auditing</td>\n",
       "      <td>[{'ObjectType': 'Process'}]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4893</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>process access</td>\n",
       "      <td>User accessed Process</td>\n",
       "      <td>user</td>\n",
       "      <td>accessed</td>\n",
       "      <td>process</td>\n",
       "      <td>OpenProcessApiCall</td>\n",
       "      <td>OpenProcessApiCall</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DeviceEvents</td>\n",
       "      <td>Microsoft Defender for Endpoint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4894</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>command</td>\n",
       "      <td>command execution</td>\n",
       "      <td>Process executed Command</td>\n",
       "      <td>process</td>\n",
       "      <td>executed</td>\n",
       "      <td>command</td>\n",
       "      <td>4688</td>\n",
       "      <td>A new process has been created.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Detailed Tracking</td>\n",
       "      <td>Process Creation</td>\n",
       "      <td>Security</td>\n",
       "      <td>Microsoft-Windows-Security-Auditing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4895</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>command</td>\n",
       "      <td>command execution</td>\n",
       "      <td>Process executed Command</td>\n",
       "      <td>process</td>\n",
       "      <td>executed</td>\n",
       "      <td>command</td>\n",
       "      <td>1</td>\n",
       "      <td>Process Creation.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>ProcessCreate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-Sysmon/Operational</td>\n",
       "      <td>Microsoft-Windows-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4896</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>command</td>\n",
       "      <td>command execution</td>\n",
       "      <td>Process executed Command</td>\n",
       "      <td>process</td>\n",
       "      <td>executed</td>\n",
       "      <td>command</td>\n",
       "      <td>1</td>\n",
       "      <td>Process Creation.</td>\n",
       "      <td>Linux</td>\n",
       "      <td>ProcessCreate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linux-Sysmon/Operational</td>\n",
       "      <td>Linux-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4897</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>command</td>\n",
       "      <td>command execution</td>\n",
       "      <td>Process executed Command</td>\n",
       "      <td>process</td>\n",
       "      <td>executed</td>\n",
       "      <td>command</td>\n",
       "      <td>4103</td>\n",
       "      <td>Module logging.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Executing Pipeline</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-PowerShell/Operational</td>\n",
       "      <td>Microsoft-Windows-PowerShell</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4898</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>command</td>\n",
       "      <td>command execution</td>\n",
       "      <td>Process executed Command</td>\n",
       "      <td>process</td>\n",
       "      <td>executed</td>\n",
       "      <td>command</td>\n",
       "      <td>ProcessCreated</td>\n",
       "      <td>ProcessCreated</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DeviceProcessEvents</td>\n",
       "      <td>Microsoft Defender for Endpoint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4899</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>command</td>\n",
       "      <td>command execution</td>\n",
       "      <td>User executed Command</td>\n",
       "      <td>user</td>\n",
       "      <td>executed</td>\n",
       "      <td>command</td>\n",
       "      <td>4688</td>\n",
       "      <td>A new process has been created.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Detailed Tracking</td>\n",
       "      <td>Process Creation</td>\n",
       "      <td>Security</td>\n",
       "      <td>Microsoft-Windows-Security-Auditing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4900</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>command</td>\n",
       "      <td>command execution</td>\n",
       "      <td>User executed Command</td>\n",
       "      <td>user</td>\n",
       "      <td>executed</td>\n",
       "      <td>command</td>\n",
       "      <td>1</td>\n",
       "      <td>Process Creation.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>ProcessCreate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-Sysmon/Operational</td>\n",
       "      <td>Microsoft-Windows-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4901</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>command</td>\n",
       "      <td>command execution</td>\n",
       "      <td>User executed Command</td>\n",
       "      <td>user</td>\n",
       "      <td>executed</td>\n",
       "      <td>command</td>\n",
       "      <td>4103</td>\n",
       "      <td>Module logging.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Executing Pipeline</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-PowerShell/Operational</td>\n",
       "      <td>Microsoft-Windows-PowerShell</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4902</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>command</td>\n",
       "      <td>command execution</td>\n",
       "      <td>User executed Command</td>\n",
       "      <td>user</td>\n",
       "      <td>executed</td>\n",
       "      <td>command</td>\n",
       "      <td>ProcessCreated</td>\n",
       "      <td>ProcessCreated</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DeviceProcessEvents</td>\n",
       "      <td>Microsoft Defender for Endpoint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4903</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>os api execution</td>\n",
       "      <td>Process executed Api call</td>\n",
       "      <td>process</td>\n",
       "      <td>executed</td>\n",
       "      <td>api call</td>\n",
       "      <td>8</td>\n",
       "      <td>CreateRemoteThread.</td>\n",
       "      <td>Windows</td>\n",
       "      <td>CreateRemoteThread</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft-Windows-Sysmon/Operational</td>\n",
       "      <td>Microsoft-Windows-Sysmon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4904</th>\n",
       "      <td>T1003.001</td>\n",
       "      <td>True</td>\n",
       "      <td>LSASS Memory</td>\n",
       "      <td>[credential-access]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>process</td>\n",
       "      <td>os api execution</td>\n",
       "      <td>Process executed Api call</td>\n",
       "      <td>process</td>\n",
       "      <td>executed</td>\n",
       "      <td>api call</td>\n",
       "      <td>CreateRemoteThreadApiCall</td>\n",
       "      <td>CreateRemoteThreadApiCall</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DeviceEvents</td>\n",
       "      <td>Microsoft Defender for Endpoint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     technique_id  x_mitre_is_subtechnique     technique               tactic  \\\n",
       "4876    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4877    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4878    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4879    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4880    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4881    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4882    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4883    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4884    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4885    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4886    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4887    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4888    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4889    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4890    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4891    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4892    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4893    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4894    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4895    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4896    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4897    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4898    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4899    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4900    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4901    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4902    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4903    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "4904    T1003.001                     True  LSASS Memory  [credential-access]   \n",
       "\n",
       "       platform data_source     data_component  \\\n",
       "4876  [Windows]     process   process creation   \n",
       "4877  [Windows]     process   process creation   \n",
       "4878  [Windows]     process   process creation   \n",
       "4879  [Windows]     process   process creation   \n",
       "4880  [Windows]     process   process creation   \n",
       "4881  [Windows]     process   process creation   \n",
       "4882  [Windows]     process   process creation   \n",
       "4883  [Windows]     process   process creation   \n",
       "4884  [Windows]     process   process creation   \n",
       "4885  [Windows]     process   process creation   \n",
       "4886  [Windows]     process     process access   \n",
       "4887  [Windows]     process     process access   \n",
       "4888  [Windows]     process     process access   \n",
       "4889  [Windows]     process     process access   \n",
       "4890  [Windows]     process     process access   \n",
       "4891  [Windows]     process     process access   \n",
       "4892  [Windows]     process     process access   \n",
       "4893  [Windows]     process     process access   \n",
       "4894  [Windows]     command  command execution   \n",
       "4895  [Windows]     command  command execution   \n",
       "4896  [Windows]     command  command execution   \n",
       "4897  [Windows]     command  command execution   \n",
       "4898  [Windows]     command  command execution   \n",
       "4899  [Windows]     command  command execution   \n",
       "4900  [Windows]     command  command execution   \n",
       "4901  [Windows]     command  command execution   \n",
       "4902  [Windows]     command  command execution   \n",
       "4903  [Windows]     process   os api execution   \n",
       "4904  [Windows]     process   os api execution   \n",
       "\n",
       "                                     name   source         relationship  \\\n",
       "4876              Process created Process  process              created   \n",
       "4877              Process created Process  process              created   \n",
       "4878              Process created Process  process              created   \n",
       "4879              Process created Process  process              created   \n",
       "4880               Process created Thread  process              created   \n",
       "4881               Process created Thread  process              created   \n",
       "4882                 User created Process     user              created   \n",
       "4883                 User created Process     user              created   \n",
       "4884                 User created Process     user              created   \n",
       "4885                 User created Process     user              created   \n",
       "4886             Process accessed Process  process             accessed   \n",
       "4887             Process accessed Process  process             accessed   \n",
       "4888             Process accessed Process  process             accessed   \n",
       "4889  Process requested access to Process  process  requested access to   \n",
       "4890  Process requested access to Process  process  requested access to   \n",
       "4891  Process requested access to Process  process  requested access to   \n",
       "4892                User accessed Process     user             accessed   \n",
       "4893                User accessed Process     user             accessed   \n",
       "4894             Process executed Command  process             executed   \n",
       "4895             Process executed Command  process             executed   \n",
       "4896             Process executed Command  process             executed   \n",
       "4897             Process executed Command  process             executed   \n",
       "4898             Process executed Command  process             executed   \n",
       "4899                User executed Command     user             executed   \n",
       "4900                User executed Command     user             executed   \n",
       "4901                User executed Command     user             executed   \n",
       "4902                User executed Command     user             executed   \n",
       "4903            Process executed Api call  process             executed   \n",
       "4904            Process executed Api call  process             executed   \n",
       "\n",
       "        target                   event_id  \\\n",
       "4876   process                       4688   \n",
       "4877   process                          1   \n",
       "4878   process                          1   \n",
       "4879   process             ProcessCreated   \n",
       "4880    thread                          8   \n",
       "4881    thread  CreateRemoteThreadApiCall   \n",
       "4882   process                       4688   \n",
       "4883   process                          1   \n",
       "4884   process                          1   \n",
       "4885   process             ProcessCreated   \n",
       "4886   process                         10   \n",
       "4887   process                       4663   \n",
       "4888   process         OpenProcessApiCall   \n",
       "4889   process                       4656   \n",
       "4890   process                         10   \n",
       "4891   process         OpenProcessApiCall   \n",
       "4892   process                       4663   \n",
       "4893   process         OpenProcessApiCall   \n",
       "4894   command                       4688   \n",
       "4895   command                          1   \n",
       "4896   command                          1   \n",
       "4897   command                       4103   \n",
       "4898   command             ProcessCreated   \n",
       "4899   command                       4688   \n",
       "4900   command                          1   \n",
       "4901   command                       4103   \n",
       "4902   command             ProcessCreated   \n",
       "4903  api call                          8   \n",
       "4904  api call  CreateRemoteThreadApiCall   \n",
       "\n",
       "                                    event_name event_platform  \\\n",
       "4876           A new process has been created.        Windows   \n",
       "4877                         Process Creation.        Windows   \n",
       "4878                         Process Creation.          Linux   \n",
       "4879                            ProcessCreated        Windows   \n",
       "4880                       CreateRemoteThread.        Windows   \n",
       "4881                 CreateRemoteThreadApiCall        Windows   \n",
       "4882           A new process has been created.        Windows   \n",
       "4883                         Process Creation.        Windows   \n",
       "4884                         Process Creation.        Windows   \n",
       "4885                            ProcessCreated        Windows   \n",
       "4886                            ProcessAccess.        Windows   \n",
       "4887  An attempt was made to access an object.        Windows   \n",
       "4888                        OpenProcessApiCall        Windows   \n",
       "4889      A handle to an object was requested.        Windows   \n",
       "4890                           Process Access.        Windows   \n",
       "4891                        OpenProcessApiCall        Windows   \n",
       "4892  An attempt was made to access an object.        Windows   \n",
       "4893                        OpenProcessApiCall        Windows   \n",
       "4894           A new process has been created.        Windows   \n",
       "4895                         Process Creation.        Windows   \n",
       "4896                         Process Creation.          Linux   \n",
       "4897                           Module logging.        Windows   \n",
       "4898                            ProcessCreated        Windows   \n",
       "4899           A new process has been created.        Windows   \n",
       "4900                         Process Creation.        Windows   \n",
       "4901                           Module logging.        Windows   \n",
       "4902                            ProcessCreated        Windows   \n",
       "4903                       CreateRemoteThread.        Windows   \n",
       "4904                 CreateRemoteThreadApiCall        Windows   \n",
       "\n",
       "          audit_category audit_sub_category  \\\n",
       "4876   Detailed Tracking   Process Creation   \n",
       "4877       ProcessCreate                NaN   \n",
       "4878       ProcessCreate                NaN   \n",
       "4879                None                NaN   \n",
       "4880  CreateRemoteThread                NaN   \n",
       "4881                None                NaN   \n",
       "4882   Detailed Tracking   Process Creation   \n",
       "4883       ProcessCreate                NaN   \n",
       "4884       ProcessCreate                NaN   \n",
       "4885                None                NaN   \n",
       "4886       ProcessAccess                NaN   \n",
       "4887       Object Access      Kernel Object   \n",
       "4888                None                NaN   \n",
       "4889       Object Access      Kernel Object   \n",
       "4890       ProcessAccess                NaN   \n",
       "4891                None                NaN   \n",
       "4892       Object Access      Kernel Object   \n",
       "4893                None                NaN   \n",
       "4894   Detailed Tracking   Process Creation   \n",
       "4895       ProcessCreate                NaN   \n",
       "4896       ProcessCreate                NaN   \n",
       "4897  Executing Pipeline                NaN   \n",
       "4898                None                NaN   \n",
       "4899   Detailed Tracking   Process Creation   \n",
       "4900       ProcessCreate                NaN   \n",
       "4901  Executing Pipeline                NaN   \n",
       "4902                None                NaN   \n",
       "4903  CreateRemoteThread                NaN   \n",
       "4904                None                NaN   \n",
       "\n",
       "                                   log_channel  \\\n",
       "4876                                  Security   \n",
       "4877      Microsoft-Windows-Sysmon/Operational   \n",
       "4878                  Linux-Sysmon/Operational   \n",
       "4879                       DeviceProcessEvents   \n",
       "4880      Microsoft-Windows-Sysmon/Operational   \n",
       "4881                              DeviceEvents   \n",
       "4882                                  Security   \n",
       "4883      Microsoft-Windows-Sysmon/Operational   \n",
       "4884                  Linux-Sysmon/Operational   \n",
       "4885                       DeviceProcessEvents   \n",
       "4886      Microsoft-Windows-Sysmon/Operational   \n",
       "4887                                  Security   \n",
       "4888                              DeviceEvents   \n",
       "4889                                  Security   \n",
       "4890      Microsoft-Windows-Sysmon/Operational   \n",
       "4891                              DeviceEvents   \n",
       "4892                                  Security   \n",
       "4893                              DeviceEvents   \n",
       "4894                                  Security   \n",
       "4895      Microsoft-Windows-Sysmon/Operational   \n",
       "4896                  Linux-Sysmon/Operational   \n",
       "4897  Microsoft-Windows-PowerShell/Operational   \n",
       "4898                       DeviceProcessEvents   \n",
       "4899                                  Security   \n",
       "4900      Microsoft-Windows-Sysmon/Operational   \n",
       "4901  Microsoft-Windows-PowerShell/Operational   \n",
       "4902                       DeviceProcessEvents   \n",
       "4903      Microsoft-Windows-Sysmon/Operational   \n",
       "4904                              DeviceEvents   \n",
       "\n",
       "                             log_provider                    filter_in  \\\n",
       "4876  Microsoft-Windows-Security-Auditing                          NaN   \n",
       "4877             Microsoft-Windows-Sysmon                          NaN   \n",
       "4878                         Linux-Sysmon                          NaN   \n",
       "4879      Microsoft Defender for Endpoint                          NaN   \n",
       "4880             Microsoft-Windows-Sysmon                          NaN   \n",
       "4881      Microsoft Defender for Endpoint                          NaN   \n",
       "4882  Microsoft-Windows-Security-Auditing                          NaN   \n",
       "4883             Microsoft-Windows-Sysmon                          NaN   \n",
       "4884                         Linux-Sysmon                          NaN   \n",
       "4885      Microsoft Defender for Endpoint                          NaN   \n",
       "4886             Microsoft-Windows-Sysmon                          NaN   \n",
       "4887  Microsoft-Windows-Security-Auditing  [{'ObjectType': 'Process'}]   \n",
       "4888      Microsoft Defender for Endpoint                          NaN   \n",
       "4889  Microsoft-Windows-Security-Auditing  [{'ObjectType': 'Process'}]   \n",
       "4890             Microsoft-Windows-Sysmon                          NaN   \n",
       "4891      Microsoft Defender for Endpoint                          NaN   \n",
       "4892  Microsoft-Windows-Security-Auditing  [{'ObjectType': 'Process'}]   \n",
       "4893      Microsoft Defender for Endpoint                          NaN   \n",
       "4894  Microsoft-Windows-Security-Auditing                          NaN   \n",
       "4895             Microsoft-Windows-Sysmon                          NaN   \n",
       "4896                         Linux-Sysmon                          NaN   \n",
       "4897         Microsoft-Windows-PowerShell                          NaN   \n",
       "4898      Microsoft Defender for Endpoint                          NaN   \n",
       "4899  Microsoft-Windows-Security-Auditing                          NaN   \n",
       "4900             Microsoft-Windows-Sysmon                          NaN   \n",
       "4901         Microsoft-Windows-PowerShell                          NaN   \n",
       "4902      Microsoft Defender for Endpoint                          NaN   \n",
       "4903             Microsoft-Windows-Sysmon                          NaN   \n",
       "4904      Microsoft Defender for Endpoint                          NaN   \n",
       "\n",
       "     filter_in.ObjectType  \n",
       "4876                  NaN  \n",
       "4877                  NaN  \n",
       "4878                  NaN  \n",
       "4879                  NaN  \n",
       "4880                  NaN  \n",
       "4881                  NaN  \n",
       "4882                  NaN  \n",
       "4883                  NaN  \n",
       "4884                  NaN  \n",
       "4885                  NaN  \n",
       "4886                  NaN  \n",
       "4887                  NaN  \n",
       "4888                  NaN  \n",
       "4889                  NaN  \n",
       "4890                  NaN  \n",
       "4891                  NaN  \n",
       "4892                  NaN  \n",
       "4893                  NaN  \n",
       "4894                  NaN  \n",
       "4895                  NaN  \n",
       "4896                  NaN  \n",
       "4897                  NaN  \n",
       "4898                  NaN  \n",
       "4899                  NaN  \n",
       "4900                  NaN  \n",
       "4901                  NaN  \n",
       "4902                  NaN  \n",
       "4903                  NaN  \n",
       "4904                  NaN  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mapping[mapping['technique_id']=='T1003.001']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## This is really cool!!! We have covered all the recommended data sources/components :D\n",
    "    \n",
    "## What other security event logs would you recommend for this data source/component? Contribute to the community through OSSEM :D\n",
    "\n",
    "## You can contribute and map more security events [here](https://github.com/OTRF/OSSEM-DM/tree/main/relationships)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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